-
Notifications
You must be signed in to change notification settings - Fork 0
/
arable_data_dict.py
193 lines (185 loc) · 8.03 KB
/
arable_data_dict.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
# Data Columns in Each Dataset
Calibrated_Data_Columns = {
"B1dw" : "Spectrometer data Bands 1 downwelling (W/m^2/band)",
"B1uw" : "Spectrometer data Bands 1 upwelling (W/m^2/band)",
"B2dw" : "Spectrometer data Bands 2 downwelling (W/m^2/band)",
"B2uw" : "Spectrometer data Bands 2 upwelling (W/m^2/band)",
"B3dw" : "Spectrometer data Bands 3 downwelling (W/m^2/band)",
"B3uw" : "Spectrometer data Bands 3 upwelling (W/m^2/band)",
"B4dw" : "Spectrometer data Bands 4 downwelling (W/m^2/band)",
"B4uw" : "Spectrometer data Bands 4 upwelling (W/m^2/band)",
"B5dw" : "Spectrometer data Bands 5 downwelling (W/m^2/band)",
"B5uw" : "Spectrometer data Bands 5 upwelling (W/m^2/band)",
"B6dw" : "Spectrometer data Bands 6 downwelling (W/m^2/band)",
"B6uw" : "Spectrometer data Bands 6 upwelling (W/m^2/band)",
"B7dw" : "Spectrometer data Bands 7 downwelling (W/m^2/band)",
"B7uw" : "Spectrometer data Bands 7 upwelling (W/m^2/band)",
"LWdw" : "Long wave downwelling, hourly mean (W/m^2)",
"LWuw" : "Long wave upwelling, hourly mean (W/m^2)",
"P" : "Pressure (kPa)",
"PARdw" : "Photosynthetically Active Radiation downwelling (uE/m^2/s)",
"PARuw" : "Photosynthetically Active Radiation upwelling (uE/m^2/s)",
"RH" : "Relative humidity [0-1]",
"SWdw" : "Short wave downwelling, hourly mean (W/m^2)",
"SWuw" : "Short wave upwelling, hourly mean (W/m^2)",
"Tabove" : "Sky temperature (C)",
"Tair" : "Air temperature (C)",
"Tbelow" : "Leaf/Ground temperature (C)",
"tair_version" : "UNKNOWN"
}
Hourly_Data_Columns = {
"B1dw" : "Spectrometer data Bands 1 downwelling (W/m^2/band)",
"B1uw" : "Spectrometer data Bands 1 upwelling (W/m^2/band)",
"B2dw" : "Spectrometer data Bands 2 downwelling (W/m^2/band)",
"B2uw" : "Spectrometer data Bands 2 upwelling (W/m^2/band)",
"B3dw" : "Spectrometer data Bands 3 downwelling (W/m^2/band)",
"B3uw" : "Spectrometer data Bands 3 upwelling (W/m^2/band)",
"B4dw" : "Spectrometer data Bands 4 downwelling (W/m^2/band)",
"B4uw" : "Spectrometer data Bands 4 upwelling (W/m^2/band)",
"B5dw" : "Spectrometer data Bands 5 downwelling (W/m^2/band)",
"B5uw" : "Spectrometer data Bands 5 upwelling (W/m^2/band)",
"B6dw" : "Spectrometer data Bands 6 downwelling (W/m^2/band)",
"B6uw" : "Spectrometer data Bands 6 upwelling (W/m^2/band)",
"B7dw" : "Spectrometer data Bands 7 downwelling (W/m^2/band)",
"B7uw" : "Spectrometer data Bands 7 upwelling (W/m^2/band)",
"LWdw" : "Long wave downwelling, hourly mean (W/m^2)",
"LWuw" : "Long wave upwelling, hourly mean (W/m^2)",
"LfW" : "Leaf wetness [-, 1]",
"P" : "Pressure (kPA)",
"SLP" : "Sea Level Pressure (kPA)",
"PARdw" : "Photosynthetically Active Radiation downwelling (uE/m^2/s)",
"PARuw" : "Photosynthetically Active Radiation upwelling (uE/m^2/s)",
"RH" : "Relative humidity [0-1]",
"SWdw" : "Short wave downwelling, hourly mean (W/m^2)",
"SWuw" : "Short wave upwelling, hourly mean (W/m^2)",
"Tabove" : "Sky temperature (C)",
"Tair" : "Air temperature (C)",
"Tbelow" : "Leaf/Ground temperature (C)",
"Tdew" : "Dew temperature (C)",
"prate" : "Precipitation rate (mm/hr)",
"precip" : "Precipitation total (mm)"
}
Daily_Data_Columns = {
"CGDD" : "Cumulative Growing Degree Days, accumulated from time of install (C-days)",
"Cl" : "Chlorophyll Index",
"ET" : "Evapotranspiration (ET_o, mm)",
"GDD" : "Growing Degree Days for the day (C-days)",
"LfAirDelta" : "Leaf to Air temperature difference (C)",
"NDVI" : "Normalized Difference Vegetation Index [-1,1]",
"SWdw" : "Short wave downwelling, hourly mean (Megajoules/m^2)",
"maxT" : "Daily Maximum Temperature (C)",
"meanT" : "Daily Mean Temperature (C)",
"minT" : "Daily Minimum Temperature (C)",
"prate" : "Precipitation rate (mm/hr)",
"precip" : "Precipitation total (mm)",
"SLP" : "Sea Level Pressure (kPA)",
"Kc" : "Crop coefficient (K_c)",
"ETc" : "Crop Evapotranspiration (mm)",
"mean_tbelow" : "Daily Mean Leaf/Ground temperature (C)",
"lfw" : "Leaf wetness [-, 1]",
"crop_water_demand" : "Crop Water Demand",
"sunshine_duration" : "Sunshine Duration"
}
Soil_Data_Columns = {
"device" :"Device ID",
"time" :"Time stamp",
"sdi12_value_0" :"5TE raw VWC (dielectric permittivity)",
"sdi12_value_1" :"5TE Bulk EC (dS/m)",
"sdi12_value_2" :"5TE Temp (C)",
"analog" :"EC-5 Sensor VWC (%)"
}
# Units for Data Columns in Each Dataset
Calibrated_Data_Columns_Units = {
"B1dw" : "",
"B1uw" : "W/m^2/band",
"B2dw" : "W/m^2/band",
"B2uw" : "W/m^2/band",
"B3dw" : "W/m^2/band",
"B3uw" : "W/m^2/band",
"B4dw" : "W/m^2/band",
"B4uw" : "W/m^2/band",
"B5dw" : "W/m^2/band",
"B5uw" : "W/m^2/band",
"B6dw" : "W/m^2/band",
"B6uw" : "W/m^2/band",
"B7dw" : "W/m^2/band",
"B7uw" : "W/m^2/band",
"LWdw" : "(W/m^2)",
"LWuw" : "W/m^2",
"P" : "kPA",
"PARdw" : "uE/m^2/s",
"PARuw" : "uE/m^2/s",
"RH" : "between 0 and 1",
"SWdw" : "W/m^2",
"SWuw" : "W/m^2",
"Tabove" : "C",
"Tair" : "C",
"Tbelow" : "C",
"tair_version" : "UNKNOWN"
}
Hourly_Data_Columns_Units = {
"B1dw" : "W/m^2/band",
"B1uw" : "W/m^2/band",
"B2dw" : "W/m^2/band",
"B2uw" : "W/m^2/band",
"B3dw" : "W/m^2/band",
"B3uw" : "W/m^2/band",
"B4dw" : "W/m^2/band",
"B4uw" : "W/m^2/band",
"B5dw" : "W/m^2/band",
"B5uw" : "W/m^2/band",
"B6dw" : "W/m^2/band",
"B6uw" : "W/m^2/band",
"B7dw" : "W/m^2/band",
"B7uw" : "W/m^2/band",
"LWdw" : "W/m^2",
"LWuw" : "W/m^2",
"LfW" : "[-, 1]",
"P" : "kPA",
"SLP" : "kPA",
"PARdw" : "(uE/m^2/s)",
"PARuw" : "uE/m^2/s",
"RH" : "between 0 and 1",
"SWdw" : "W/m^2",
"SWuw" : "W/m^2",
"Tabove" : "C",
"Tair" : "C",
"Tbelow" : "C",
"Tdew" : "C",
"prate" : "mm/hr",
"precip" : "mm"
}
Daily_Data_Columns_Units = {
"CGDD" : "C-days",
"Cl" : "Unitless index",
"ET" : "mm",
"GDD" : "C-days",
"LfAirDelta" : "C",
"NDVI" : "Unitless index between -1 and 1",
"SWdw" : "Megajoules/m^2",
"maxT" : "C",
"meanT" : "C",
"minT" : "C",
"prate" : "mm/day",
"precip" : "mm",
"SLP" : "kPa",
"Kc" : "Unitless",
"ETc" : "mm",
"mean_tbelow" : "C",
"lfw" : "[-, 1]",
"crop_water_demand" : "UNKNOWN",
"sunshine_duration" : "UNKNOWN"
}
import arable
from arable.client import ArableClient as a
a = a()
def arable_query(a, b, c, d, e, f, g):
df = a.query(select = str(a),
format = str(b),
devices = c,
measure = str(d),
order = str(e),
end = f,
start = g,
limit = 100000000)
return df